@article{largelanguagemodelbasedtaskplanningforse, title = {Large language model-based task planning for service robots: A review}, author = {Shaohan Bian and Ying Zhang and Guohui Tian and Zhiqiang Miao and Edmond Q. Wu and Simon X. Yang and Changchun Hua}, year = {2025}, eprint = {2510.23357}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2510.23357}, }